Overview
Brought to you by YData
Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 21613 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.6 MiB |
| Average record size in memory | 80.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 1 |
bedrooms is highly overall correlated with sqft_living | High correlation |
floors is highly overall correlated with grade and 1 other fields | High correlation |
grade is highly overall correlated with floors and 3 other fields | High correlation |
price is highly overall correlated with grade and 1 other fields | High correlation |
sqft_living is highly overall correlated with bedrooms and 2 other fields | High correlation |
yr_built is highly overall correlated with floors and 1 other fields | High correlation |
sqft_basement has 13126 (60.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-09 02:03:24.267475 |
|---|---|
| Analysis finished | 2024-12-09 02:03:33.136598 |
| Duration | 8.87 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
date
Real number (ℝ)
| Distinct | 372 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 143902.67 |
| Minimum | 140502 |
|---|---|
| Maximum | 150527 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 140502 |
|---|---|
| 5-th percentile | 140520 |
| Q1 | 140722 |
| median | 141016 |
| Q3 | 150217 |
| 95-th percentile | 150427 |
| Maximum | 150527 |
| Range | 10025 |
| Interquartile range (IQR) | 9495 |
Descriptive statistics
| Standard deviation | 4436.5825 |
|---|---|
| Coefficient of variation (CV) | 0.030830439 |
| Kurtosis | -1.4249889 |
| Mean | 143902.67 |
| Median Absolute Deviation (MAD) | 389 |
| Skewness | 0.75269642 |
| Sum | 3.1101684 × 109 |
| Variance | 19683264 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 140623 | 142 | 0.7% |
| 140625 | 131 | 0.6% |
| 140626 | 131 | 0.6% |
| 140708 | 127 | 0.6% |
| 150427 | 126 | 0.6% |
| 150325 | 123 | 0.6% |
| 150428 | 121 | 0.6% |
| 150422 | 121 | 0.6% |
| 140709 | 121 | 0.6% |
| 150414 | 121 | 0.6% |
| Other values (362) | 20349 |
| Value | Count | Frequency (%) |
| 140502 | 67 | |
| 140503 | 4 | < 0.1% |
| 140504 | 5 | < 0.1% |
| 140505 | 84 | |
| 140506 | 83 | |
| 140507 | 93 | |
| 140508 | 81 | |
| 140509 | 81 | |
| 140510 | 5 | < 0.1% |
| 140511 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 150527 | 1 | < 0.1% |
| 150524 | 1 | < 0.1% |
| 150515 | 1 | < 0.1% |
| 150514 | 11 | 0.1% |
| 150513 | 31 | |
| 150512 | 49 | |
| 150511 | 40 | |
| 150510 | 2 | < 0.1% |
| 150509 | 3 | < 0.1% |
| 150508 | 54 |
floors
Real number (ℝ)
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.494309 |
| Minimum | 1 |
|---|---|
| Maximum | 3.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1.5 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 3.5 |
| Range | 2.5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5399889 |
|---|---|
| Coefficient of variation (CV) | 0.36136361 |
| Kurtosis | -0.48472294 |
| Mean | 1.494309 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.61617672 |
| Sum | 32296.5 |
| Variance | 0.29158801 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 10680 | |
| 2 | 8241 | |
| 1.5 | 1910 | 8.8% |
| 3 | 613 | 2.8% |
| 2.5 | 161 | 0.7% |
| 3.5 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 10680 | |
| 1.5 | 1910 | 8.8% |
| 2 | 8241 | |
| 2.5 | 161 | 0.7% |
| 3 | 613 | 2.8% |
| 3.5 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.5 | 8 | < 0.1% |
| 3 | 613 | 2.8% |
| 2.5 | 161 | 0.7% |
| 2 | 8241 | |
| 1.5 | 1910 | 8.8% |
| 1 | 10680 |
bedrooms
Real number (ℝ)
High correlation 
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3708416 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 13 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.93006183 |
|---|---|
| Coefficient of variation (CV) | 0.27591383 |
| Kurtosis | 49.063653 |
| Mean | 3.3708416 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9742995 |
| Sum | 72854 |
| Variance | 0.86501501 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 9824 | |
| 4 | 6882 | |
| 2 | 2760 | 12.8% |
| 5 | 1601 | 7.4% |
| 6 | 272 | 1.3% |
| 1 | 199 | 0.9% |
| 7 | 38 | 0.2% |
| 0 | 13 | 0.1% |
| 8 | 13 | 0.1% |
| 9 | 6 | < 0.1% |
| Other values (3) | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.1% |
| 1 | 199 | 0.9% |
| 2 | 2760 | 12.8% |
| 3 | 9824 | |
| 4 | 6882 | |
| 5 | 1601 | 7.4% |
| 6 | 272 | 1.3% |
| 7 | 38 | 0.2% |
| 8 | 13 | 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 33 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 6 | < 0.1% |
| 8 | 13 | 0.1% |
| 7 | 38 | 0.2% |
| 6 | 272 | 1.3% |
| 5 | 1601 | 7.4% |
| 4 | 6882 | |
| 3 | 9824 |
sqft_living
Real number (ℝ)
High correlation 
| Distinct | 1038 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2079.8997 |
| Minimum | 290 |
|---|---|
| Maximum | 13540 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 290 |
|---|---|
| 5-th percentile | 940 |
| Q1 | 1427 |
| median | 1910 |
| Q3 | 2550 |
| 95-th percentile | 3760 |
| Maximum | 13540 |
| Range | 13250 |
| Interquartile range (IQR) | 1123 |
Descriptive statistics
| Standard deviation | 918.4409 |
|---|---|
| Coefficient of variation (CV) | 0.44157941 |
| Kurtosis | 5.243093 |
| Mean | 2079.8997 |
| Median Absolute Deviation (MAD) | 540 |
| Skewness | 1.4715554 |
| Sum | 44952873 |
| Variance | 843533.68 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1300 | 138 | 0.6% |
| 1400 | 135 | 0.6% |
| 1440 | 133 | 0.6% |
| 1660 | 129 | 0.6% |
| 1010 | 129 | 0.6% |
| 1800 | 129 | 0.6% |
| 1820 | 128 | 0.6% |
| 1480 | 125 | 0.6% |
| 1720 | 125 | 0.6% |
| 1560 | 124 | 0.6% |
| Other values (1028) | 20318 |
| Value | Count | Frequency (%) |
| 290 | 1 | |
| 370 | 1 | |
| 380 | 1 | |
| 384 | 1 | |
| 390 | 2 | |
| 410 | 1 | |
| 420 | 2 | |
| 430 | 1 | |
| 440 | 1 | |
| 460 | 1 |
| Value | Count | Frequency (%) |
| 13540 | 1 | |
| 12050 | 1 | |
| 10040 | 1 | |
| 9890 | 1 | |
| 9640 | 1 | |
| 9200 | 1 | |
| 8670 | 1 | |
| 8020 | 1 | |
| 8010 | 1 | |
| 8000 | 1 |
sqft_lot
Real number (ℝ)
| Distinct | 9782 |
|---|---|
| Distinct (%) | 45.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15106.968 |
| Minimum | 520 |
|---|---|
| Maximum | 1651359 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 520 |
|---|---|
| 5-th percentile | 1800 |
| Q1 | 5040 |
| median | 7618 |
| Q3 | 10688 |
| 95-th percentile | 43339.2 |
| Maximum | 1651359 |
| Range | 1650839 |
| Interquartile range (IQR) | 5648 |
Descriptive statistics
| Standard deviation | 41420.512 |
|---|---|
| Coefficient of variation (CV) | 2.7418151 |
| Kurtosis | 285.07782 |
| Mean | 15106.968 |
| Median Absolute Deviation (MAD) | 2618 |
| Skewness | 13.060019 |
| Sum | 3.2650689 × 108 |
| Variance | 1.7156588 × 109 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 5000 | 358 | 1.7% |
| 6000 | 290 | 1.3% |
| 4000 | 251 | 1.2% |
| 7200 | 220 | 1.0% |
| 4800 | 120 | 0.6% |
| 7500 | 119 | 0.6% |
| 4500 | 114 | 0.5% |
| 8400 | 111 | 0.5% |
| 9600 | 109 | 0.5% |
| 3600 | 103 | 0.5% |
| Other values (9772) | 19818 |
| Value | Count | Frequency (%) |
| 520 | 1 | |
| 572 | 1 | |
| 600 | 1 | |
| 609 | 1 | |
| 635 | 1 | |
| 638 | 1 | |
| 649 | 2 | |
| 651 | 1 | |
| 675 | 1 | |
| 676 | 1 |
| Value | Count | Frequency (%) |
| 1651359 | 1 | |
| 1164794 | 1 | |
| 1074218 | 1 | |
| 1024068 | 1 | |
| 982998 | 1 | |
| 982278 | 1 | |
| 920423 | 1 | |
| 881654 | 1 | |
| 871200 | 2 | |
| 843309 | 1 |
sqft_basement
Real number (ℝ)
Zeros 
| Distinct | 306 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 291.50905 |
| Minimum | 0 |
|---|---|
| Maximum | 4820 |
| Zeros | 13126 |
| Zeros (%) | 60.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 560 |
| 95-th percentile | 1190 |
| Maximum | 4820 |
| Range | 4820 |
| Interquartile range (IQR) | 560 |
Descriptive statistics
| Standard deviation | 442.57504 |
|---|---|
| Coefficient of variation (CV) | 1.5182206 |
| Kurtosis | 2.7155742 |
| Mean | 291.50905 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5779651 |
| Sum | 6300385 |
| Variance | 195872.67 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13126 | |
| 600 | 221 | 1.0% |
| 700 | 218 | 1.0% |
| 500 | 214 | 1.0% |
| 800 | 206 | 1.0% |
| 400 | 184 | 0.9% |
| 1000 | 149 | 0.7% |
| 900 | 144 | 0.7% |
| 300 | 142 | 0.7% |
| 200 | 108 | 0.5% |
| Other values (296) | 6901 |
| Value | Count | Frequency (%) |
| 0 | 13126 | |
| 10 | 2 | < 0.1% |
| 20 | 1 | < 0.1% |
| 40 | 4 | < 0.1% |
| 50 | 11 | 0.1% |
| 60 | 10 | < 0.1% |
| 65 | 1 | < 0.1% |
| 70 | 7 | < 0.1% |
| 80 | 20 | 0.1% |
| 90 | 21 | 0.1% |
| Value | Count | Frequency (%) |
| 4820 | 1 | |
| 4130 | 1 | |
| 3500 | 1 | |
| 3480 | 1 | |
| 3260 | 1 | |
| 3000 | 1 | |
| 2850 | 1 | |
| 2810 | 1 | |
| 2730 | 1 | |
| 2720 | 1 |
yr_built
Real number (ℝ)
High correlation 
| Distinct | 116 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.0051 |
| Minimum | 1900 |
|---|---|
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1915 |
| Q1 | 1951 |
| median | 1975 |
| Q3 | 1997 |
| 95-th percentile | 2011 |
| Maximum | 2015 |
| Range | 115 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 29.373411 |
|---|---|
| Coefficient of variation (CV) | 0.014902757 |
| Kurtosis | -0.6574075 |
| Mean | 1971.0051 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | -0.4698054 |
| Sum | 42599334 |
| Variance | 862.79726 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2014 | 559 | 2.6% |
| 2006 | 454 | 2.1% |
| 2005 | 450 | 2.1% |
| 2004 | 433 | 2.0% |
| 2003 | 422 | 2.0% |
| 2007 | 417 | 1.9% |
| 1977 | 417 | 1.9% |
| 1978 | 387 | 1.8% |
| 1968 | 381 | 1.8% |
| 2008 | 367 | 1.7% |
| Other values (106) | 17326 |
| Value | Count | Frequency (%) |
| 1900 | 87 | |
| 1901 | 29 | 0.1% |
| 1902 | 27 | 0.1% |
| 1903 | 46 | |
| 1904 | 45 | |
| 1905 | 74 | |
| 1906 | 92 | |
| 1907 | 65 | |
| 1908 | 86 | |
| 1909 | 94 |
| Value | Count | Frequency (%) |
| 2015 | 38 | 0.2% |
| 2014 | 559 | |
| 2013 | 201 | 0.9% |
| 2012 | 170 | 0.8% |
| 2011 | 130 | 0.6% |
| 2010 | 143 | 0.7% |
| 2009 | 230 | |
| 2008 | 367 | |
| 2007 | 417 | |
| 2006 | 454 |
condition
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 169.0 KiB |
| 0.5 | |
|---|---|
| 0.75 | |
| 1.0 | |
| 0.25 | 172 |
| 0.0 | 30 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.2707167 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.5 |
|---|---|
| 2nd row | 0.5 |
| 3rd row | 0.5 |
| 4th row | 0.5 |
| 5th row | 0.5 |
Common Values
| Value | Count | Frequency (%) |
| 0.5 | 14031 | |
| 0.75 | 5679 | |
| 1.0 | 1701 | 7.9% |
| 0.25 | 172 | 0.8% |
| 0.0 | 30 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.5 | 14031 | |
| 0.75 | 5679 | |
| 1.0 | 1701 | 7.9% |
| 0.25 | 172 | 0.8% |
| 0.0 | 30 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21643 | |
| . | 21613 | |
| 5 | 19882 | |
| 7 | 5679 | 8.0% |
| 1 | 1701 | 2.4% |
| 2 | 172 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 70690 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21643 | |
| . | 21613 | |
| 5 | 19882 | |
| 7 | 5679 | 8.0% |
| 1 | 1701 | 2.4% |
| 2 | 172 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 70690 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21643 | |
| . | 21613 | |
| 5 | 19882 | |
| 7 | 5679 | 8.0% |
| 1 | 1701 | 2.4% |
| 2 | 172 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 70690 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21643 | |
| . | 21613 | |
| 5 | 19882 | |
| 7 | 5679 | 8.0% |
| 1 | 1701 | 2.4% |
| 2 | 172 | 0.2% |
grade
Real number (ℝ)
High correlation 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.55473943 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.41666667 |
| Q1 | 0.5 |
| median | 0.5 |
| Q3 | 0.58333333 |
| 95-th percentile | 0.75 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.083333333 |
Descriptive statistics
| Standard deviation | 0.097954896 |
|---|---|
| Coefficient of variation (CV) | 0.17657821 |
| Kurtosis | 1.1909321 |
| Mean | 0.55473943 |
| Median Absolute Deviation (MAD) | 0.083333333 |
| Skewness | 0.7711032 |
| Sum | 11989.583 |
| Variance | 0.0095951617 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5 | 8981 | |
| 0.583333333 | 6068 | |
| 0.666666667 | 2615 | 12.1% |
| 0.416666667 | 2038 | 9.4% |
| 0.75 | 1134 | 5.2% |
| 0.833333333 | 399 | 1.8% |
| 0.333333333 | 242 | 1.1% |
| 0.916666667 | 90 | 0.4% |
| 0.25 | 29 | 0.1% |
| 1 | 13 | 0.1% |
| Other values (2) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.166666667 | 3 | < 0.1% |
| 0.25 | 29 | 0.1% |
| 0.333333333 | 242 | 1.1% |
| 0.416666667 | 2038 | 9.4% |
| 0.5 | 8981 | |
| 0.583333333 | 6068 | |
| 0.666666667 | 2615 | 12.1% |
| 0.75 | 1134 | 5.2% |
| 0.833333333 | 399 | 1.8% |
| Value | Count | Frequency (%) |
| 1 | 13 | 0.1% |
| 0.916666667 | 90 | 0.4% |
| 0.833333333 | 399 | 1.8% |
| 0.75 | 1134 | 5.2% |
| 0.666666667 | 2615 | 12.1% |
| 0.583333333 | 6068 | |
| 0.5 | 8981 | |
| 0.416666667 | 2038 | 9.4% |
| 0.333333333 | 242 | 1.1% |
| 0.25 | 29 | 0.1% |
price
Real number (ℝ)
High correlation 
| Distinct | 3625 |
|---|---|
| Distinct (%) | 16.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 540182.16 |
| Minimum | 75000 |
|---|---|
| Maximum | 7700000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 75000 |
|---|---|
| 5-th percentile | 210000 |
| Q1 | 321950 |
| median | 450000 |
| Q3 | 645000 |
| 95-th percentile | 1160000 |
| Maximum | 7700000 |
| Range | 7625000 |
| Interquartile range (IQR) | 323050 |
Descriptive statistics
| Standard deviation | 367362.23 |
|---|---|
| Coefficient of variation (CV) | 0.68007102 |
| Kurtosis | 34.522444 |
| Mean | 540182.16 |
| Median Absolute Deviation (MAD) | 150000 |
| Skewness | 4.0217156 |
| Sum | 1.1674957 × 1010 |
| Variance | 1.3495501 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 350000 | 172 | 0.8% |
| 450000 | 172 | 0.8% |
| 550000 | 159 | 0.7% |
| 500000 | 152 | 0.7% |
| 425000 | 150 | 0.7% |
| 325000 | 148 | 0.7% |
| 400000 | 145 | 0.7% |
| 375000 | 138 | 0.6% |
| 300000 | 133 | 0.6% |
| 525000 | 131 | 0.6% |
| Other values (3615) | 20113 |
| Value | Count | Frequency (%) |
| 75000 | 1 | |
| 78000 | 1 | |
| 80000 | 1 | |
| 81000 | 1 | |
| 82000 | 1 | |
| 82500 | 1 | |
| 83000 | 1 | |
| 84000 | 1 | |
| 85000 | 2 | |
| 86500 | 1 |
| Value | Count | Frequency (%) |
| 7700000 | 1 | |
| 7060000 | 1 | |
| 6890000 | 1 | |
| 5570000 | 1 | |
| 5350000 | 1 | |
| 5300000 | 1 | |
| 5110000 | 1 | |
| 4670000 | 1 | |
| 4500000 | 1 | |
| 4490000 | 1 |
Interactions
Correlations
| bedrooms | condition | date | floors | grade | price | sqft_basement | sqft_living | sqft_lot | yr_built | |
|---|---|---|---|---|---|---|---|---|---|---|
| bedrooms | 1.000 | 0.024 | -0.017 | 0.228 | 0.381 | 0.345 | 0.230 | 0.647 | 0.217 | 0.180 |
| condition | 0.024 | 1.000 | 0.049 | 0.179 | 0.154 | 0.023 | 0.094 | 0.060 | 0.039 | 0.248 |
| date | -0.017 | 0.049 | 1.000 | -0.023 | -0.041 | -0.011 | -0.014 | -0.035 | -0.013 | -0.002 |
| floors | 0.228 | 0.179 | -0.023 | 1.000 | 0.502 | 0.322 | -0.272 | 0.401 | -0.234 | 0.552 |
| grade | 0.381 | 0.154 | -0.041 | 0.502 | 1.000 | 0.658 | 0.093 | 0.716 | 0.152 | 0.501 |
| price | 0.345 | 0.023 | -0.011 | 0.322 | 0.658 | 1.000 | 0.252 | 0.644 | 0.075 | 0.102 |
| sqft_basement | 0.230 | 0.094 | -0.014 | -0.272 | 0.093 | 0.252 | 1.000 | 0.328 | 0.037 | -0.178 |
| sqft_living | 0.647 | 0.060 | -0.035 | 0.401 | 0.716 | 0.644 | 0.328 | 1.000 | 0.304 | 0.352 |
| sqft_lot | 0.217 | 0.039 | -0.013 | -0.234 | 0.152 | 0.075 | 0.037 | 0.304 | 1.000 | -0.038 |
| yr_built | 0.180 | 0.248 | -0.002 | 0.552 | 0.501 | 0.102 | -0.178 | 0.352 | -0.038 | 1.000 |
Missing values
Sample
| date | floors | bedrooms | sqft_living | sqft_lot | sqft_basement | yr_built | condition | grade | price | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 141022 | 1.5 | 4 | 2420 | 520 | 0 | 1900 | 0.5 | 0.500000 | 700000.0 |
| 1 | 150107 | 2.0 | 3 | 1050 | 572 | 310 | 2006 | 0.5 | 0.500000 | 250000.0 |
| 2 | 150122 | 2.0 | 2 | 1030 | 600 | 350 | 2004 | 0.5 | 0.583333 | 367500.0 |
| 3 | 150422 | 3.0 | 2 | 2470 | 609 | 560 | 2011 | 0.5 | 0.833333 | 1230000.0 |
| 4 | 141215 | 2.0 | 2 | 1070 | 635 | 350 | 2008 | 0.5 | 0.666667 | 256950.0 |
| 5 | 140627 | 3.0 | 1 | 1100 | 638 | 0 | 2014 | 0.5 | 0.666667 | 516500.0 |
| 6 | 150319 | 2.0 | 2 | 1070 | 649 | 350 | 2008 | 0.5 | 0.666667 | 259950.0 |
| 7 | 150305 | 2.0 | 2 | 1070 | 649 | 350 | 2008 | 0.5 | 0.666667 | 259950.0 |
| 8 | 150303 | 3.0 | 3 | 1060 | 651 | 0 | 2007 | 0.5 | 0.500000 | 405000.0 |
| 9 | 150407 | 2.0 | 1 | 1070 | 675 | 190 | 2007 | 0.5 | 0.583333 | 420000.0 |
| date | floors | bedrooms | sqft_living | sqft_lot | sqft_basement | yr_built | condition | grade | price | |
|---|---|---|---|---|---|---|---|---|---|---|
| 21603 | 150107 | 2.0 | 4 | 5545 | 871200 | 1940 | 2003 | 0.50 | 0.833333 | 937500.0 |
| 21604 | 150415 | 2.0 | 4 | 6530 | 871200 | 0 | 2008 | 0.50 | 0.833333 | 1600000.0 |
| 21605 | 150105 | 3.0 | 4 | 3920 | 881654 | 0 | 2002 | 0.50 | 0.833333 | 1650000.0 |
| 21606 | 150320 | 2.0 | 2 | 3900 | 920423 | 0 | 2009 | 0.50 | 0.916667 | 2000000.0 |
| 21607 | 140730 | 1.0 | 2 | 2560 | 982278 | 0 | 2004 | 0.50 | 0.583333 | 790000.0 |
| 21608 | 140905 | 2.0 | 4 | 3770 | 982998 | 0 | 1992 | 0.50 | 0.750000 | 998000.0 |
| 21609 | 150119 | 2.0 | 4 | 4030 | 1024068 | 0 | 2006 | 0.50 | 0.750000 | 855000.0 |
| 21610 | 140521 | 1.5 | 5 | 3010 | 1074218 | 1000 | 1931 | 1.00 | 0.583333 | 542500.0 |
| 21611 | 150504 | 1.0 | 2 | 710 | 1164794 | 0 | 1915 | 0.25 | 0.333333 | 190000.0 |
| 21612 | 150327 | 1.0 | 4 | 1300 | 1651359 | 0 | 1920 | 0.75 | 0.416667 | 700000.0 |